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2018
Multi-resolution Tensor Learning for Large-Scale Spatial Data
S Zheng, R Yu, Y Yue
arXiv preprint arXiv:1802.06825Tensor Regression Meets Gaussian Processes
R Yu, G Li, Y Liu
21st International Conference on Artificial Intelligence and Statistics (AISTATS 2018)Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting
Y Li, R Yu, C Shahabi, Y Liu
International Conference on Learning Representations (ICLR)
2017
Long-term forecasting using tensor-train RNNs
R Yu, S Zheng, A Anandkumar, Y Yue
arXiv preprint arXiv:1711.00073Deep learning: A generic approach for extreme condition traffic forecasting
R Yu, Y Li, C Shahabi, U Demiryurek, Y Liu
Proceedings of the 2017 SIAM International Conference on Data Mining, 777-785Socratic learning: Correcting misspecified generative models using discriminative models. arXiv preprint
P Varma, B He, D Iter, P Xu, R Yu, C De Sa, C Ré
arXiv preprint arXiv:1610.08123
2016
Socratic learning: Empowering the generative model
P Varma, R Yu, C De Sa, C Ré
arXiv preprint arXiv:1610.08123Geographic segmentation via latent poisson factor model
R Yu, A Gelfand, S Rajan, C Shahabi, Y Liu
Proceedings of the Ninth ACM International Conference on Web Search and Data MiningSocratic Learning
P Varma, R Yu, D Iter, C De Sa, C Ré
Neural Information Processing Systems. Future of Interactive Learning Machines WorkshopLearning from Multiway Data: Simple and Efficient Tensor Regression
R Yu, Y Liu
Proceedings of the 33rd International Conference on Machine Learning (ICML-16)Latent Space Model for Road Networks to Predict Time-Varying Traffic
D Deng, C Shahabi, U Demiryurek, L Zhu, R Yu, Y Liu
Proceedings of the 22nd ACM SIGKDD international conference on Knowledge discovery and data mining. ACM, 2016
2015
GLAD: group anomaly detection in social media analysis
R Yu, X He, Y Liu
ACM Transactions on Knowledge Discovery from Data (TKDD) 10 (2), 18Accelerated online low rank tensor learning for multivariate spatiotemporal streams
R Yu, D Cheng, Y Liu
International Conference on Machine Learning, 238-247A Survey on Social Media Anomaly Detection
R Yu, H Qiu, Z Wen, CY Lin, Y Liu
arXiv preprint arXiv:1601.01102
2014
Fast Multivariate Spatio-Temporal Analysis via Low-Rank Tensor Learning
R Yu, MT Bahadori, Y Liu
Advances in Neural Information Processing Systems, 3491-3499
2011
A Feasible Nonconvex Relaxation Approach to Feature Selection.
C Gao, N Wang, Q Yu, Z Zhang
Aaai, 356-361